Geospatial Data with ggmap & tmap
Fisher Ankney
3/11/2018
I recently completed Data Camp’s short course on [Working With Geospatial Data in R] ](https://www.datacamp.com/courses/working-with-geospatial-data-in-r), taught by Charolette Whickham.
One of my favorite countries, visited twice, plan on going again whenever I get the chance. Perfect opportuntiy to test out new found spatial analysis skills in R on one of my favorite destinations. Understanding greece using technologies in R. Who said you need GIS?
library('tidyverse')
library('ggmap')
library('sp')
library('tmap')
library('rgdal')
library('classInt')
library('viridisLite')Not sure where to go, want to go somewhere fancy
data("World")
plasma <- rev(plasma(5))
tm_shape(World) +
tm_borders() +
tm_fill(col = "gdp_cap_est", palette = plasma, style = "quantile")
How about Europe? Lets take a look, don’t like people much and want to go to the beach
data(Europe)
tm_shape(Europe) +
tm_borders() +
tm_fill(col = "part", palette = plasma, style = "quantile")
Greece is broken up into 11 adm
#dir("input/periphereies")
grc_shape <- readOGR("input/periphereies", "periphereies")
summary(grc_shape)
str(grc_shape, max.level = 2)
tm_shape(grc_shape) +
tm_borders(lwd = 1, col = "#ffffff") +
tm_fill(col = "#0D5EAF") http://geodata.gov.gr/en/dataset?tags=administrative-units
but where to stay? I heard it hard to get a room in athens and it’s really expensive, is this true?
athens_airbnb <- read_csv("input/airbnb_data.csv")## Parsed with column specification:
## cols(
## id = col_integer(),
## name = col_character(),
## host_id = col_integer(),
## host_name = col_character(),
## neighbourhood_group = col_character(),
## neighbourhood = col_character(),
## latitude = col_double(),
## longitude = col_double(),
## room_type = col_character(),
## price = col_integer(),
## minimum_nights = col_integer(),
## number_of_reviews = col_integer(),
## last_review = col_character(),
## reviews_per_month = col_double(),
## calculated_host_listings_count = col_integer(),
## availability_365 = col_integer()
## )athens_coord <- c(lon = 23.7275, lat = 37.9838)
classIntervals(athens_airbnb$price, n = 5, style = "quantile")## style: quantile
## [9,25) [25,35) [35,46) [46,69) [69,5000]
## 780 1081 1208 1021 1037breaks <- c(9,25,35,46,69,5000)
labels <- c("$9 - $25", "$25 - $35", "$35 - $46", "$46 - $69", "$69+")
athens_airbnb$price <- cut(athens_airbnb$price, breaks = breaks, labels = labels)
athens_airbnb$price## [1] $69+ $69+ $69+ $25 - $35 $35 - $46 $35 - $46
## [7] $25 - $35 $9 - $25 $46 - $69 $69+ $9 - $25 $46 - $69
## [13] $46 - $69 $69+ $25 - $35 $35 - $46 $46 - $69 $35 - $46
## [19] $9 - $25 $46 - $69 $25 - $35 $25 - $35 $25 - $35 $9 - $25
## [25] $25 - $35 $46 - $69 $25 - $35 $25 - $35 $9 - $25 $9 - $25
## [31] $69+ $25 - $35 $9 - $25 $9 - $25 $46 - $69 $69+
## [37] $35 - $46 $25 - $35 $25 - $35 $9 - $25 $25 - $35 $69+
## [43] $35 - $46 $25 - $35 $46 - $69 $9 - $25 $69+ $46 - $69
## [49] $25 - $35 $69+ $46 - $69 $69+ $46 - $69 $9 - $25
## [55] $9 - $25 $46 - $69 $46 - $69 $35 - $46 $25 - $35 $69+
## [61] $9 - $25 $46 - $69 $25 - $35 $9 - $25 $69+ $9 - $25
## [67] $25 - $35 $25 - $35 $25 - $35 $46 - $69 $69+ $25 - $35
## [73] $46 - $69 $9 - $25 $9 - $25 $9 - $25 $69+ $25 - $35
## [79] $25 - $35 $25 - $35 $9 - $25 $46 - $69 $46 - $69 $69+
## [85] $35 - $46 $25 - $35 $35 - $46 $46 - $69 $69+ $69+
## [91] $69+ $9 - $25 $25 - $35 $35 - $46 $35 - $46 $25 - $35
## [97] $69+ $25 - $35 $25 - $35 $25 - $35 $25 - $35 $9 - $25
## [103] $69+ $35 - $46 $9 - $25 $9 - $25 $69+ $46 - $69
## [109] $25 - $35 $35 - $46 $35 - $46 $46 - $69 $35 - $46 $35 - $46
## [115] $25 - $35 $35 - $46 $46 - $69 $25 - $35 $69+ $46 - $69
## [121] $25 - $35 $46 - $69 $25 - $35 $25 - $35 $35 - $46 $46 - $69
## [127] $69+ $9 - $25 $25 - $35 $9 - $25 $46 - $69 $46 - $69
## [133] $9 - $25 $9 - $25 $46 - $69 $35 - $46 $35 - $46 $69+
## [139] $46 - $69 $9 - $25 $9 - $25 $25 - $35 $9 - $25 $9 - $25
## [145] $25 - $35 $35 - $46 $9 - $25 $9 - $25 $9 - $25 $25 - $35
## [151] $35 - $46 $35 - $46 $46 - $69 $35 - $46 $9 - $25 $35 - $46
## [157] $9 - $25 $46 - $69 $25 - $35 $69+ $35 - $46 $35 - $46
## [163] $46 - $69 $46 - $69 $35 - $46 $9 - $25 $9 - $25 $9 - $25
## [169] $35 - $46 $25 - $35 $69+ $35 - $46 $9 - $25 $69+
## [175] $25 - $35 $35 - $46 $9 - $25 $69+ $25 - $35 $9 - $25
## [181] $35 - $46 $25 - $35 $9 - $25 $25 - $35 $25 - $35 $35 - $46
## [187] $9 - $25 $46 - $69 $35 - $46 $9 - $25 $35 - $46 $9 - $25
## [193] $25 - $35 $69+ $9 - $25 $25 - $35 $9 - $25 $9 - $25
## [199] $46 - $69 $9 - $25 $35 - $46 $9 - $25 $9 - $25 $9 - $25
## [205] $25 - $35 $46 - $69 $9 - $25 $46 - $69 $69+ $46 - $69
## [211] $46 - $69 $25 - $35 $9 - $25 $35 - $46 $35 - $46 $9 - $25
## [217] $25 - $35 $69+ $35 - $46 $9 - $25 $25 - $35 $46 - $69
## [223] $25 - $35 $25 - $35 $25 - $35 $35 - $46 $9 - $25 $69+
## [229] $9 - $25 $9 - $25 $25 - $35 $69+ $9 - $25 $9 - $25
## [235] $25 - $35 $69+ $25 - $35 $69+ $9 - $25 $9 - $25
## [241] $25 - $35 $9 - $25 $46 - $69 $35 - $46 $35 - $46 $9 - $25
## [247] $35 - $46 $35 - $46 $69+ $9 - $25 $9 - $25 $25 - $35
## [253] $69+ $25 - $35 $35 - $46 $69+ $9 - $25 $25 - $35
## [259] $25 - $35 $9 - $25 $9 - $25 $25 - $35 $25 - $35 $69+
## [265] $35 - $46 $46 - $69 $9 - $25 $25 - $35 $35 - $46 $46 - $69
## [271] $25 - $35 $46 - $69 $9 - $25 $35 - $46 $46 - $69 $9 - $25
## [277] $9 - $25 $9 - $25 $46 - $69 $9 - $25 $35 - $46 $9 - $25
## [283] $46 - $69 $9 - $25 $9 - $25 $9 - $25 $35 - $46 $25 - $35
## [289] $35 - $46 $35 - $46 $9 - $25 $9 - $25 $25 - $35 $46 - $69
## [295] $35 - $46 $9 - $25 $9 - $25 $9 - $25 $35 - $46 $9 - $25
## [301] $35 - $46 $69+ $9 - $25 $25 - $35 $9 - $25 $9 - $25
## [307] $46 - $69 $9 - $25 $25 - $35 $35 - $46 $9 - $25 $25 - $35
## [313] $9 - $25 $25 - $35 $69+ $9 - $25 $25 - $35 $25 - $35
## [319] $25 - $35 $9 - $25 $25 - $35 $25 - $35 $25 - $35 $35 - $46
## [325] $46 - $69 $9 - $25 $69+ $69+ $35 - $46 $9 - $25
## [331] $46 - $69 $35 - $46 $35 - $46 $9 - $25 $9 - $25 $9 - $25
## [337] $9 - $25 $69+ $46 - $69 $25 - $35 $25 - $35 $35 - $46
## [343] $69+ $46 - $69 $69+ $35 - $46 $25 - $35 $69+
## [349] $46 - $69 $69+ $69+ $69+ $69+ $9 - $25
## [355] $9 - $25 $69+ $25 - $35 $46 - $69 $46 - $69 $69+
## [361] $46 - $69 $46 - $69 $9 - $25 $69+ $35 - $46 $46 - $69
## [367] $9 - $25 $69+ $35 - $46 $35 - $46 $35 - $46 $46 - $69
## [373] $46 - $69 $25 - $35 $69+ $35 - $46 $69+ $46 - $69
## [379] $46 - $69 $69+ $46 - $69 $46 - $69 $35 - $46 $25 - $35
## [385] $69+ $69+ $35 - $46 $69+ $25 - $35 $69+
## [391] $25 - $35 $69+ $35 - $46 $69+ $46 - $69 $9 - $25
## [397] $69+ $69+ $35 - $46 $69+ $69+ $25 - $35
## [403] $35 - $46 $46 - $69 $69+ $69+ $46 - $69 $69+
## [409] $69+ $35 - $46 $46 - $69 $9 - $25 $46 - $69 $25 - $35
## [415] $69+ $25 - $35 $25 - $35 $46 - $69 $9 - $25 $25 - $35
## [421] $35 - $46 $35 - $46 $46 - $69 $25 - $35 $46 - $69 $69+
## [427] $46 - $69 $25 - $35 $69+ $69+ $69+ $25 - $35
## [433] $25 - $35 $9 - $25 $69+ $25 - $35 $46 - $69 $46 - $69
## [439] $46 - $69 $9 - $25 $9 - $25 $9 - $25 $69+ $46 - $69
## [445] $69+ $69+ $35 - $46 $46 - $69 $9 - $25 $69+
## [451] $35 - $46 $35 - $46 $46 - $69 $69+ $46 - $69 $25 - $35
## [457] $46 - $69 $69+ $69+ $35 - $46 $46 - $69 $46 - $69
## [463] $46 - $69 $9 - $25 $46 - $69 $25 - $35 $69+ $46 - $69
## [469] $25 - $35 $69+ $69+ $69+ $69+ $35 - $46
## [475] $69+ $35 - $46 $35 - $46 $69+ $69+ $35 - $46
## [481] $35 - $46 $46 - $69 $46 - $69 $25 - $35 $46 - $69 $46 - $69
## [487] $35 - $46 $46 - $69 $69+ $69+ $25 - $35 $69+
## [493] $35 - $46 $69+ $69+ $69+ $46 - $69 $46 - $69
## [499] $25 - $35 $35 - $46 $46 - $69 $9 - $25 $46 - $69 $9 - $25
## [505] $46 - $69 $35 - $46 $25 - $35 $25 - $35 $69+ $46 - $69
## [511] $25 - $35 $46 - $69 $25 - $35 $46 - $69 $9 - $25 $46 - $69
## [517] $46 - $69 $35 - $46 $69+ $35 - $46 $35 - $46 $35 - $46
## [523] $46 - $69 $9 - $25 $25 - $35 $35 - $46 $9 - $25 $69+
## [529] $9 - $25 $25 - $35 $46 - $69 $35 - $46 $35 - $46 $69+
## [535] $9 - $25 $35 - $46 $25 - $35 $25 - $35 $9 - $25 $25 - $35
## [541] $9 - $25 $46 - $69 $25 - $35 $25 - $35 $9 - $25 $69+
## [547] $46 - $69 $69+ $46 - $69 $25 - $35 $25 - $35 $46 - $69
## [553] $69+ $35 - $46 $25 - $35 $69+ $69+ $35 - $46
## [559] $46 - $69 $69+ $25 - $35 $9 - $25 $69+ $25 - $35
## [565] $46 - $69 $46 - $69 $9 - $25 $25 - $35 $9 - $25 $25 - $35
## [571] $9 - $25 $9 - $25 $46 - $69 $35 - $46 $9 - $25 $35 - $46
## [577] $35 - $46 $25 - $35 $69+ $9 - $25 $25 - $35 $9 - $25
## [583] $9 - $25 $25 - $35 $9 - $25 $46 - $69 $35 - $46 $69+
## [589] $46 - $69 $9 - $25 $25 - $35 $46 - $69 $35 - $46 $9 - $25
## [595] $25 - $35 $69+ $25 - $35 $9 - $25 $46 - $69 $46 - $69
## [601] $9 - $25 $46 - $69 $25 - $35 $69+ $25 - $35 $35 - $46
## [607] $25 - $35 $46 - $69 $46 - $69 $25 - $35 $46 - $69 $46 - $69
## [613] $25 - $35 $9 - $25 $9 - $25 $9 - $25 $69+ $69+
## [619] $9 - $25 $69+ $35 - $46 $35 - $46 $35 - $46 $69+
## [625] $35 - $46 $9 - $25 $25 - $35 $9 - $25 $69+ $9 - $25
## [631] $35 - $46 $46 - $69 $9 - $25 $9 - $25 $35 - $46 $25 - $35
## [637] $69+ $35 - $46 $46 - $69 $9 - $25 $25 - $35 $35 - $46
## [643] $35 - $46 $25 - $35 $9 - $25 $25 - $35 $69+ $25 - $35
## [649] $25 - $35 $46 - $69 $25 - $35 $69+ $25 - $35 $69+
## [655] $69+ $35 - $46 $69+ $35 - $46 $9 - $25 $25 - $35
## [661] $25 - $35 $46 - $69 $46 - $69 $25 - $35 $9 - $25 $35 - $46
## [667] $46 - $69 $69+ $9 - $25 $25 - $35 $35 - $46 $25 - $35
## [673] $35 - $46 $9 - $25 $46 - $69 $25 - $35 $46 - $69 $9 - $25
## [679] $25 - $35 $9 - $25 $25 - $35 $25 - $35 $25 - $35 $9 - $25
## [685] $35 - $46 $69+ $9 - $25 $25 - $35 $9 - $25 $35 - $46
## [691] $25 - $35 $35 - $46 $69+ $9 - $25 $9 - $25 $46 - $69
## [697] $9 - $25 $9 - $25 $69+ $69+ $9 - $25 $46 - $69
## [703] $46 - $69 $69+ $46 - $69 $35 - $46 $46 - $69 $9 - $25
## [709] $9 - $25 $25 - $35 $25 - $35 $35 - $46 $35 - $46 $69+
## [715] $35 - $46 $9 - $25 $35 - $46 $25 - $35 $9 - $25 $46 - $69
## [721] $46 - $69 $35 - $46 $9 - $25 $46 - $69 $25 - $35 $46 - $69
## [727] $35 - $46 $35 - $46 $9 - $25 $9 - $25 $25 - $35 $25 - $35
## [733] $25 - $35 $69+ $9 - $25 $69+ $9 - $25 $9 - $25
## [739] $69+ $46 - $69 $9 - $25 $69+ $35 - $46 $25 - $35
## [745] $69+ $25 - $35 $35 - $46 $9 - $25 $69+ $35 - $46
## [751] $9 - $25 $46 - $69 $9 - $25 $25 - $35 $46 - $69 $9 - $25
## [757] $69+ $69+ $46 - $69 $46 - $69 $46 - $69 $46 - $69
## [763] $25 - $35 $9 - $25 $25 - $35 $35 - $46 $9 - $25 $9 - $25
## [769] $25 - $35 $46 - $69 $35 - $46 $35 - $46 $9 - $25 $69+
## [775] $25 - $35 $25 - $35 $9 - $25 $25 - $35 $25 - $35 $46 - $69
## [781] $35 - $46 $69+ $9 - $25 $9 - $25 $9 - $25 $9 - $25
## [787] $69+ $25 - $35 $25 - $35 $9 - $25 $9 - $25 $9 - $25
## [793] $25 - $35 $9 - $25 $9 - $25 $9 - $25 $69+ $46 - $69
## [799] $9 - $25 $46 - $69 $9 - $25 $9 - $25 $9 - $25 $25 - $35
## [805] $9 - $25 $9 - $25 $9 - $25 $9 - $25 $9 - $25 $25 - $35
## [811] $9 - $25 $9 - $25 $9 - $25 $9 - $25 $9 - $25 $25 - $35
## [817] $46 - $69 $25 - $35 $9 - $25 $9 - $25 $9 - $25 $25 - $35
## [823] $9 - $25 $46 - $69 $69+ $35 - $46 $25 - $35 $46 - $69
## [829] $46 - $69 $9 - $25 $35 - $46 $46 - $69 $9 - $25 $69+
## [835] $9 - $25 $25 - $35 $9 - $25 $35 - $46 $46 - $69 $25 - $35
## [841] $25 - $35 $9 - $25 $9 - $25 $9 - $25 $46 - $69 $9 - $25
## [847] $9 - $25 $9 - $25 $25 - $35 $9 - $25 $46 - $69 $25 - $35
## [853] $35 - $46 $35 - $46 $25 - $35 $9 - $25 $35 - $46 $9 - $25
## [859] $25 - $35 $46 - $69 $25 - $35 $9 - $25 $25 - $35 $25 - $35
## [865] $9 - $25 $25 - $35 $9 - $25 $25 - $35 $46 - $69 $69+
## [871] $9 - $25 $69+ $35 - $46 $25 - $35 $35 - $46 $46 - $69
## [877] $46 - $69 $25 - $35 $9 - $25 $9 - $25 $9 - $25 $69+
## [883] $9 - $25 $69+ $35 - $46 $9 - $25 $9 - $25 $9 - $25
## [889] $25 - $35 $46 - $69 $9 - $25 $25 - $35 $9 - $25 $9 - $25
## [895] $9 - $25 $9 - $25 $9 - $25 $69+ $25 - $35 $69+
## [901] $46 - $69 $69+ $69+ $35 - $46 $35 - $46 $25 - $35
## [907] $35 - $46 $35 - $46 $9 - $25 $25 - $35 $9 - $25 $9 - $25
## [913] $25 - $35 $46 - $69 $69+ $35 - $46 $35 - $46 $69+
## [919] $35 - $46 $35 - $46 $25 - $35 $25 - $35 $46 - $69 $25 - $35
## [925] $35 - $46 $69+ $35 - $46 $25 - $35 $35 - $46 $9 - $25
## [931] $46 - $69 $9 - $25 $25 - $35 $25 - $35 $69+ $46 - $69
## [937] $46 - $69 $46 - $69 $69+ $46 - $69 $46 - $69 $35 - $46
## [943] $69+ $69+ $35 - $46 $69+ $25 - $35 $69+
## [949] $46 - $69 $35 - $46 $69+ $46 - $69 $35 - $46 $25 - $35
## [955] $69+ $25 - $35 $35 - $46 $46 - $69 $35 - $46 $69+
## [961] $35 - $46 $46 - $69 $25 - $35 $25 - $35 $46 - $69 $35 - $46
## [967] $25 - $35 $35 - $46 $46 - $69 $69+ $69+ $69+
## [973] $46 - $69 $69+ $25 - $35 $46 - $69 $46 - $69 $69+
## [979] $9 - $25 $35 - $46 $35 - $46 $35 - $46 $69+ $69+
## [985] $69+ $35 - $46 $25 - $35 $35 - $46 $69+ $9 - $25
## [991] $25 - $35 $25 - $35 $25 - $35 $35 - $46 $69+ $35 - $46
## [997] $25 - $35 $9 - $25 $25 - $35 $9 - $25 $35 - $46 $25 - $35
## [1003] $35 - $46 $9 - $25 $35 - $46 $25 - $35 $46 - $69 $46 - $69
## [1009] $46 - $69 $9 - $25 $25 - $35 $9 - $25 $69+ $9 - $25
## [1015] $25 - $35 $9 - $25 $9 - $25 $35 - $46 $25 - $35 $9 - $25
## [1021] $25 - $35 $25 - $35 $25 - $35 $9 - $25 $9 - $25 $25 - $35
## [1027] $25 - $35 $25 - $35 $9 - $25 $9 - $25 $46 - $69 $69+
## [1033] $35 - $46 $35 - $46 $9 - $25 $35 - $46 $9 - $25 $69+
## [1039] $69+ $35 - $46 $25 - $35 $35 - $46 $25 - $35 $25 - $35
## [1045] $25 - $35 $46 - $69 $25 - $35 $9 - $25 $9 - $25 $35 - $46
## [1051] $46 - $69 $46 - $69 $69+ $25 - $35 $35 - $46 $35 - $46
## [1057] $9 - $25 $35 - $46 $9 - $25 $25 - $35 $9 - $25 $9 - $25
## [1063] $35 - $46 $69+ $69+ $25 - $35 $9 - $25 $35 - $46
## [1069] $35 - $46 $35 - $46 $69+ $25 - $35 $35 - $46 $46 - $69
## [1075] $46 - $69 $9 - $25 $25 - $35 $9 - $25 $35 - $46 $69+
## [1081] $35 - $46 $46 - $69 $46 - $69 $46 - $69 $69+ $35 - $46
## [1087] $9 - $25 $46 - $69 $9 - $25 $25 - $35 $46 - $69 $25 - $35
## [1093] $9 - $25 $9 - $25 $25 - $35 $9 - $25 $69+ $25 - $35
## [1099] $9 - $25 $46 - $69 $46 - $69 $25 - $35 $69+ $25 - $35
## [1105] $9 - $25 $35 - $46 $25 - $35 $25 - $35 $9 - $25 $9 - $25
## [1111] $46 - $69 $35 - $46 $46 - $69 $69+ $35 - $46 $25 - $35
## [1117] $25 - $35 $35 - $46 $9 - $25 $46 - $69 $46 - $69 $46 - $69
## [1123] $9 - $25 $9 - $25 $46 - $69 $69+ $46 - $69 $69+
## [1129] $25 - $35 $9 - $25 $25 - $35 $9 - $25 $35 - $46 $69+
## [1135] $25 - $35 $25 - $35 $9 - $25 $9 - $25 $46 - $69 $9 - $25
## [1141] $35 - $46 $9 - $25 $9 - $25 $69+ $35 - $46 $25 - $35
## [1147] $25 - $35 $9 - $25 $35 - $46 $46 - $69 $25 - $35 $9 - $25
## [1153] $35 - $46 $9 - $25 $46 - $69 $35 - $46 $69+ $35 - $46
## [1159] $69+ $35 - $46 $46 - $69 $46 - $69 $25 - $35 $35 - $46
## [1165] $35 - $46 $46 - $69 $35 - $46 $46 - $69 $25 - $35 $9 - $25
## [1171] $35 - $46 $9 - $25 $25 - $35 $25 - $35 $9 - $25 $9 - $25
## [1177] $46 - $69 $9 - $25 $25 - $35 $35 - $46 $46 - $69 $46 - $69
## [1183] $25 - $35 $35 - $46 $46 - $69 $69+ $9 - $25 $69+
## [1189] $25 - $35 $35 - $46 $35 - $46 $46 - $69 $9 - $25 $46 - $69
## [1195] $25 - $35 $69+ $25 - $35 $35 - $46 $69+ $9 - $25
## [1201] $46 - $69 $46 - $69 $35 - $46 $69+ $46 - $69 $69+
## [1207] $69+ $25 - $35 $69+ $69+ $69+ $69+
## [1213] $46 - $69 $9 - $25 $69+ $25 - $35 $35 - $46 $35 - $46
## [1219] $46 - $69 $35 - $46 $46 - $69 $69+ $46 - $69 $46 - $69
## [1225] $35 - $46 $46 - $69 $69+ $9 - $25 $69+ $9 - $25
## [1231] $69+ $69+ $9 - $25 $69+ $35 - $46 $9 - $25
## [1237] $69+ $46 - $69 $69+ $69+ $69+ $25 - $35
## [1243] $46 - $69 $46 - $69 $46 - $69 $69+ $69+ $46 - $69
## [1249] $69+ $69+ $25 - $35 $9 - $25 $46 - $69 $46 - $69
## [1255] $35 - $46 $9 - $25 $69+ $35 - $46 $69+ $69+
## [1261] $46 - $69 $46 - $69 $69+ $69+ $35 - $46 $69+
## [1267] $46 - $69 $69+ $25 - $35 $46 - $69 $25 - $35 $25 - $35
## [1273] $69+ $9 - $25 $35 - $46 $35 - $46 $69+ $69+
## [1279] $69+ $46 - $69 $69+ $25 - $35 $35 - $46 $46 - $69
## [1285] $69+ $69+ $69+ $35 - $46 $46 - $69 $69+
## [1291] $46 - $69 $25 - $35 $69+ $46 - $69 $69+ $46 - $69
## [1297] $69+ $46 - $69 $35 - $46 $9 - $25 $69+ $69+
## [1303] $69+ $25 - $35 $46 - $69 $69+ $9 - $25 $69+
## [1309] $69+ $46 - $69 $25 - $35 $35 - $46 $69+ $46 - $69
## [1315] $35 - $46 $25 - $35 $46 - $69 $35 - $46 $69+ $25 - $35
## [1321] $46 - $69 $69+ $35 - $46 $46 - $69 $69+ $46 - $69
## [1327] $69+ $69+ $69+ $46 - $69 $9 - $25 $25 - $35
## [1333] $69+ $35 - $46 $46 - $69 $35 - $46 $46 - $69 $46 - $69
## [1339] $25 - $35 $69+ $35 - $46 $69+ $35 - $46 $69+
## [1345] $69+ $35 - $46 $69+ $69+ $69+ $35 - $46
## [1351] $69+ $46 - $69 $25 - $35 $69+ $69+ $69+
## [1357] $46 - $69 $69+ $25 - $35 $25 - $35 $9 - $25 $69+
## [1363] $9 - $25 $69+ $35 - $46 $69+ $69+ $69+
## [1369] $25 - $35 $35 - $46 $69+ $35 - $46 $69+ $46 - $69
## [1375] $69+ $35 - $46 $69+ $35 - $46 $46 - $69 $69+
## [1381] $46 - $69 $69+ $35 - $46 $69+ $35 - $46 $9 - $25
## [1387] $46 - $69 $69+ $69+ $35 - $46 $35 - $46 $69+
## [1393] $46 - $69 $69+ $69+ $46 - $69 $9 - $25 $46 - $69
## [1399] $35 - $46 $69+ $46 - $69 $69+ $69+ $35 - $46
## [1405] $35 - $46 $69+ $9 - $25 $69+ $69+ $69+
## [1411] $25 - $35 $9 - $25 $69+ $46 - $69 $69+ $69+
## [1417] $25 - $35 $25 - $35 $46 - $69 $9 - $25 $69+ $25 - $35
## [1423] $69+ $9 - $25 $69+ $46 - $69 $69+ $46 - $69
## [1429] $46 - $69 $69+ $69+ $46 - $69 $69+ $35 - $46
## [1435] $46 - $69 $69+ $35 - $46 $69+ $25 - $35 $35 - $46
## [1441] $35 - $46 $9 - $25 $69+ $69+ $69+ $69+
## [1447] $35 - $46 $69+ $25 - $35 $25 - $35 $69+ $25 - $35
## [1453] $46 - $69 $69+ $46 - $69 $25 - $35 $25 - $35 $35 - $46
## [1459] $69+ $9 - $25 $69+ $69+ $46 - $69 $69+
## [1465] $35 - $46 $25 - $35 $25 - $35 $35 - $46 $46 - $69 $9 - $25
## [1471] $69+ $9 - $25 $46 - $69 $69+ $46 - $69 $25 - $35
## [1477] $35 - $46 $69+ $35 - $46 $69+ $46 - $69 $69+
## [1483] $69+ $69+ $69+ $69+ $46 - $69 $35 - $46
## [1489] $46 - $69 $69+ $35 - $46 $46 - $69 $9 - $25 $69+
## [1495] $35 - $46 $46 - $69 $9 - $25 $35 - $46 $25 - $35 $69+
## [1501] $25 - $35 $46 - $69 $69+ $9 - $25 $46 - $69 $46 - $69
## [1507] $35 - $46 $69+ $69+ $69+ $69+ $69+
## [1513] $35 - $46 $69+ $69+ $46 - $69 $69+ $69+
## [1519] $46 - $69 $9 - $25 $69+ $69+ $69+ $35 - $46
## [1525] $69+ $35 - $46 $46 - $69 $46 - $69 $69+ $35 - $46
## [1531] $69+ $35 - $46 $69+ $35 - $46 $46 - $69 $46 - $69
## [1537] $69+ $35 - $46 $35 - $46 $69+ $69+ $69+
## [1543] $69+ $35 - $46 $69+ $46 - $69 $69+ $35 - $46
## [1549] $69+ $35 - $46 $69+ $35 - $46 $69+ $69+
## [1555] $35 - $46 $35 - $46 $46 - $69 $69+ $46 - $69 $69+
## [1561] $46 - $69 $25 - $35 $69+ $69+ $69+ $69+
## [1567] $46 - $69 $35 - $46 $69+ $35 - $46 $69+ $69+
## [1573] $69+ $69+ $25 - $35 $69+ $69+ $69+
## [1579] $46 - $69 $46 - $69 $46 - $69 $25 - $35 $46 - $69 $69+
## [1585] $35 - $46 $69+ $69+ $9 - $25 $69+ $69+
## [1591] $69+ $46 - $69 $46 - $69 $35 - $46 $46 - $69 $69+
## [1597] $25 - $35 $69+ $46 - $69 $25 - $35 $35 - $46 $46 - $69
## [1603] $25 - $35 $35 - $46 $69+ $69+ $46 - $69 $9 - $25
## [1609] $46 - $69 $46 - $69 $69+ $69+ $69+ $46 - $69
## [1615] $69+ $46 - $69 $25 - $35 $46 - $69 $25 - $35 $25 - $35
## [1621] $69+ $46 - $69 $46 - $69 $69+ $46 - $69 $35 - $46
## [1627] $69+ $9 - $25 $25 - $35 $9 - $25 $9 - $25 $25 - $35
## [1633] $69+ $35 - $46 $46 - $69 $46 - $69 $9 - $25 $46 - $69
## [1639] $69+ $9 - $25 $46 - $69 $35 - $46 $46 - $69 $46 - $69
## [1645] $46 - $69 $35 - $46 $69+ $9 - $25 $46 - $69 $69+
## [1651] $46 - $69 $69+ $25 - $35 $69+ $35 - $46 $46 - $69
## [1657] $25 - $35 $69+ $35 - $46 $46 - $69 $35 - $46 $69+
## [1663] $69+ $35 - $46 $46 - $69 $69+ $69+ $69+
## [1669] $69+ $25 - $35 $69+ $25 - $35 $9 - $25 $35 - $46
## [1675] $9 - $25 $69+ $35 - $46 $35 - $46 $69+ $46 - $69
## [1681] $9 - $25 $25 - $35 $69+ $35 - $46 $69+ $69+
## [1687] $9 - $25 $46 - $69 $35 - $46 $46 - $69 $9 - $25 $35 - $46
## [1693] $35 - $46 $69+ $46 - $69 $69+ $35 - $46 $46 - $69
## [1699] $25 - $35 $35 - $46 $35 - $46 $25 - $35 $46 - $69 $69+
## [1705] $25 - $35 $9 - $25 $25 - $35 $9 - $25 $46 - $69 $69+
## [1711] $69+ $35 - $46 $9 - $25 $35 - $46 $9 - $25 $35 - $46
## [1717] $35 - $46 $46 - $69 $46 - $69 $46 - $69 $35 - $46 $46 - $69
## [1723] $46 - $69 $69+ $25 - $35 $69+ $35 - $46 $35 - $46
## [1729] $35 - $46 $35 - $46 $46 - $69 $46 - $69 $69+ $25 - $35
## [1735] $69+ $69+ $9 - $25 $69+ $69+ $25 - $35
## [1741] $69+ $9 - $25 $69+ $46 - $69 $69+ $69+
## [1747] $9 - $25 $9 - $25 $46 - $69 $25 - $35 $46 - $69 $35 - $46
## [1753] $9 - $25 $9 - $25 $69+ $69+ $46 - $69 $46 - $69
## [1759] $46 - $69 $9 - $25 $35 - $46 $9 - $25 $9 - $25 $46 - $69
## [1765] $69+ $69+ $46 - $69 $35 - $46 $69+ $69+
## [1771] $46 - $69 $46 - $69 $69+ $9 - $25 $46 - $69 $69+
## [1777] $69+ $69+ $69+ $69+ $46 - $69 $69+
## [1783] $69+ $9 - $25 $9 - $25 $69+ $46 - $69 $69+
## [1789] $35 - $46 $35 - $46 $46 - $69 $46 - $69 $69+ $69+
## [1795] $69+ $69+ $46 - $69 $69+ $69+ $69+
## [1801] $35 - $46 $69+ $46 - $69 $9 - $25 $69+ $46 - $69
## [1807] $9 - $25 $46 - $69 $46 - $69 $46 - $69 $35 - $46 $46 - $69
## [1813] $35 - $46 $69+ $46 - $69 $46 - $69 $46 - $69 $25 - $35
## [1819] $46 - $69 $46 - $69 $69+ $46 - $69 $46 - $69 $69+
## [1825] $25 - $35 $69+ $25 - $35 $46 - $69 $9 - $25 $69+
## [1831] $35 - $46 $46 - $69 $69+ $46 - $69 $46 - $69 $69+
## [1837] $69+ $25 - $35 $46 - $69 $69+ $69+ $35 - $46
## [1843] $69+ $69+ $46 - $69 $9 - $25 $46 - $69 $69+
## [1849] $69+ $9 - $25 $69+ $46 - $69 $69+ $35 - $46
## [1855] $69+ $69+ $69+ $46 - $69 $46 - $69 $69+
## [1861] $69+ $46 - $69 $69+ $35 - $46 $46 - $69 $69+
## [1867] $69+ $35 - $46 $46 - $69 $35 - $46 $69+ $9 - $25
## [1873] $35 - $46 $46 - $69 $69+ $9 - $25 $69+ $46 - $69
## [1879] $69+ $69+ $69+ $35 - $46 $69+ $69+
## [1885] $69+ $69+ $46 - $69 $46 - $69 $46 - $69 $46 - $69
## [1891] $69+ $69+ $35 - $46 $35 - $46 $46 - $69 $25 - $35
## [1897] $69+ $46 - $69 $69+ $46 - $69 $46 - $69 $69+
## [1903] $46 - $69 $69+ $69+ $69+ $9 - $25 $46 - $69
## [1909] $46 - $69 $46 - $69 $46 - $69 $69+ $69+ $35 - $46
## [1915] $46 - $69 $69+ $25 - $35 $46 - $69 $46 - $69 $69+
## [1921] $69+ $9 - $25 $35 - $46 $35 - $46 $25 - $35 $69+
## [1927] $69+ $46 - $69 $9 - $25 $46 - $69 $25 - $35 $35 - $46
## [1933] $69+ $69+ $9 - $25 $46 - $69 $46 - $69 $46 - $69
## [1939] $46 - $69 $69+ $46 - $69 $69+ $35 - $46 $46 - $69
## [1945] $46 - $69 $46 - $69 $35 - $46 $69+ $69+ $35 - $46
## [1951] $9 - $25 $69+ $46 - $69 $9 - $25 $69+ $69+
## [1957] $69+ $69+ $69+ $46 - $69 $46 - $69 $46 - $69
## [1963] $46 - $69 $46 - $69 $69+ $46 - $69 $46 - $69 $46 - $69
## [1969] $46 - $69 $46 - $69 $46 - $69 $46 - $69 $25 - $35 $46 - $69
## [1975] $46 - $69 $25 - $35 $46 - $69 $69+ $25 - $35 $35 - $46
## [1981] $25 - $35 $9 - $25 $69+ $25 - $35 $25 - $35 $35 - $46
## [1987] $9 - $25 $35 - $46 $69+ $46 - $69 $35 - $46 $69+
## [1993] $46 - $69 $35 - $46 $25 - $35 $25 - $35 $25 - $35 $46 - $69
## [1999] $25 - $35 $46 - $69 $46 - $69 $69+ $9 - $25 $69+
## [2005] $25 - $35 $25 - $35 $46 - $69 $35 - $46 $25 - $35 $35 - $46
## [2011] $46 - $69 $46 - $69 $46 - $69 $69+ $9 - $25 $46 - $69
## [2017] $46 - $69 $69+ $9 - $25 $9 - $25 $46 - $69 $25 - $35
## [2023] $9 - $25 $25 - $35 $35 - $46 $46 - $69 $35 - $46 $46 - $69
## [2029] $69+ $46 - $69 $69+ $35 - $46 $35 - $46 $35 - $46
## [2035] $25 - $35 $69+ $35 - $46 $35 - $46 $35 - $46 $9 - $25
## [2041] $69+ $35 - $46 $69+ $35 - $46 $25 - $35 $69+
## [2047] $9 - $25 $35 - $46 $9 - $25 $69+ $69+ $35 - $46
## [2053] $35 - $46 $35 - $46 $35 - $46 $35 - $46 $25 - $35 $69+
## [2059] $69+ $69+ $46 - $69 $35 - $46 $46 - $69 $69+
## [2065] $25 - $35 $35 - $46 $69+ $69+ $46 - $69 $25 - $35
## [2071] $9 - $25 $25 - $35 $35 - $46 $46 - $69 $46 - $69 $46 - $69
## [2077] $25 - $35 $46 - $69 $46 - $69 $35 - $46 $35 - $46 $9 - $25
## [2083] $35 - $46 $69+ $35 - $46 $69+ $69+ $69+
## [2089] $9 - $25 $46 - $69 $69+ $35 - $46 $25 - $35 $25 - $35
## [2095] $25 - $35 $69+ $9 - $25 $25 - $35 $69+ $69+
## [2101] $25 - $35 $35 - $46 $69+ $46 - $69 $46 - $69 $25 - $35
## [2107] $69+ $35 - $46 $35 - $46 $9 - $25 $25 - $35 $9 - $25
## [2113] $25 - $35 $35 - $46 $46 - $69 $25 - $35 $9 - $25 $69+
## [2119] $46 - $69 $25 - $35 $25 - $35 $9 - $25 $35 - $46 $35 - $46
## [2125] $46 - $69 $25 - $35 $46 - $69 $69+ $69+ $35 - $46
## [2131] $46 - $69 $9 - $25 $35 - $46 $35 - $46 $25 - $35 $35 - $46
## [2137] $35 - $46 $9 - $25 $9 - $25 $69+ $35 - $46 $69+
## [2143] $46 - $69 $35 - $46 $25 - $35 $9 - $25 $35 - $46 $46 - $69
## [2149] $9 - $25 $46 - $69 $35 - $46 $69+ $46 - $69 $35 - $46
## [2155] $46 - $69 $35 - $46 $35 - $46 $46 - $69 $25 - $35 $69+
## [2161] $9 - $25 $69+ $69+ $25 - $35 $35 - $46 $25 - $35
## [2167] $9 - $25 $46 - $69 $9 - $25 $69+ $35 - $46 $46 - $69
## [2173] $46 - $69 $25 - $35 $69+ $46 - $69 $35 - $46 $35 - $46
## [2179] $25 - $35 $35 - $46 $35 - $46 $69+ $35 - $46 $25 - $35
## [2185] $46 - $69 $69+ $69+ $35 - $46 $25 - $35 $46 - $69
## [2191] $25 - $35 $69+ $9 - $25 $46 - $69 $46 - $69 $9 - $25
## [2197] $46 - $69 $25 - $35 $69+ $35 - $46 $9 - $25 $35 - $46
## [2203] $25 - $35 $46 - $69 $9 - $25 $25 - $35 $69+ $35 - $46
## [2209] $25 - $35 $69+ $25 - $35 $46 - $69 $9 - $25 $9 - $25
## [2215] $46 - $69 $46 - $69 $69+ $25 - $35 $69+ $25 - $35
## [2221] $35 - $46 $46 - $69 $46 - $69 $69+ $35 - $46 $35 - $46
## [2227] $35 - $46 $46 - $69 $69+ $9 - $25 $46 - $69 $35 - $46
## [2233] $46 - $69 $46 - $69 $9 - $25 $69+ $25 - $35 $35 - $46
## [2239] $46 - $69 $25 - $35 $69+ $25 - $35 $35 - $46 $9 - $25
## [2245] $9 - $25 $25 - $35 $69+ $69+ $69+ $69+
## [2251] $9 - $25 $9 - $25 $25 - $35 $35 - $46 $69+ $35 - $46
## [2257] $25 - $35 $46 - $69 $35 - $46 $25 - $35 $25 - $35 $9 - $25
## [2263] $9 - $25 $25 - $35 $35 - $46 $69+ $9 - $25 $69+
## [2269] $9 - $25 $9 - $25 $9 - $25 $69+ $25 - $35 $35 - $46
## [2275] $25 - $35 $9 - $25 $25 - $35 $35 - $46 $35 - $46 $69+
## [2281] $69+ $46 - $69 $46 - $69 $69+ $25 - $35 $69+
## [2287] $46 - $69 $69+ $35 - $46 $35 - $46 $9 - $25 $35 - $46
## [2293] $35 - $46 $46 - $69 $25 - $35 $25 - $35 $69+ $46 - $69
## [2299] $69+ $35 - $46 $25 - $35 $69+ $46 - $69 $35 - $46
## [2305] $9 - $25 $69+ $35 - $46 $35 - $46 $46 - $69 $35 - $46
## [2311] $69+ $46 - $69 $46 - $69 $35 - $46 $46 - $69 $69+
## [2317] $46 - $69 $69+ $25 - $35 $25 - $35 $46 - $69 $25 - $35
## [2323] $9 - $25 $69+ $69+ $69+ $46 - $69 $69+
## [2329] $46 - $69 $69+ $46 - $69 $46 - $69 $25 - $35 $69+
## [2335] $69+ $35 - $46 $25 - $35 $46 - $69 $9 - $25 $46 - $69
## [2341] $69+ $25 - $35 $25 - $35 $46 - $69 $35 - $46 $9 - $25
## [2347] $46 - $69 $25 - $35 $46 - $69 $46 - $69 $25 - $35 $69+
## [2353] $69+ $69+ $35 - $46 $25 - $35 $69+ $69+
## [2359] $9 - $25 $9 - $25 $9 - $25 $25 - $35 $35 - $46 $25 - $35
## [2365] $25 - $35 $46 - $69 $46 - $69 $46 - $69 $69+ $35 - $46
## [2371] $69+ $69+ $69+ $46 - $69 $25 - $35 $69+
## [2377] $35 - $46 $69+ $69+ $69+ $69+ $25 - $35
## [2383] $46 - $69 $69+ $46 - $69 $25 - $35 $69+ $69+
## [2389] $69+ $46 - $69 $69+ $69+ $46 - $69 $69+
## [2395] $46 - $69 $69+ $46 - $69 $35 - $46 $35 - $46 $69+
## [2401] $69+ $46 - $69 $35 - $46 $69+ $25 - $35 $35 - $46
## [2407] $46 - $69 $46 - $69 $69+ $35 - $46 $35 - $46 $69+
## [2413] $69+ $25 - $35 $25 - $35 $25 - $35 $69+ $69+
## [2419] $25 - $35 $69+ $46 - $69 $69+ $69+ $35 - $46
## [2425] $46 - $69 $69+ $46 - $69 $46 - $69 $46 - $69 $46 - $69
## [2431] $46 - $69 $35 - $46 $46 - $69 $69+ $46 - $69 $9 - $25
## [2437] $69+ $35 - $46 $69+ $46 - $69 $69+ $69+
## [2443] $46 - $69 $69+ $35 - $46 $25 - $35 $69+ $35 - $46
## [2449] $69+ $69+ $69+ $69+ $46 - $69 $69+
## [2455] $46 - $69 $69+ $69+ $69+ $25 - $35 $35 - $46
## [2461] $69+ $69+ $69+ $69+ $35 - $46 $46 - $69
## [2467] $35 - $46 $46 - $69 $46 - $69 $46 - $69 $35 - $46 $9 - $25
## [2473] $35 - $46 $9 - $25 $9 - $25 $69+ $35 - $46 $35 - $46
## [2479] $46 - $69 $46 - $69 $69+ $46 - $69 $46 - $69 $25 - $35
## [2485] $35 - $46 $69+ $25 - $35 $69+ $46 - $69 $25 - $35
## [2491] $46 - $69 $25 - $35 $69+ $25 - $35 $9 - $25 $46 - $69
## [2497] $69+ $69+ $35 - $46 $46 - $69 $25 - $35 $25 - $35
## [2503] $35 - $46 $69+ $46 - $69 $46 - $69 $25 - $35 $9 - $25
## [2509] $69+ $46 - $69 $46 - $69 $69+ $69+ $69+
## [2515] $35 - $46 $69+ $46 - $69 $35 - $46 $69+ $46 - $69
## [2521] $46 - $69 $69+ $25 - $35 $46 - $69 $35 - $46 $69+
## [2527] $69+ $69+ $69+ $69+ $25 - $35 $69+
## [2533] $69+ $25 - $35 $46 - $69 $69+ $35 - $46 $46 - $69
## [2539] $46 - $69 $69+ $46 - $69 $69+ $69+ $25 - $35
## [2545] $46 - $69 $69+ $46 - $69 $25 - $35 $69+ $69+
## [2551] $35 - $46 $69+ $69+ $35 - $46 $46 - $69 $69+
## [2557] $46 - $69 $46 - $69 $69+ $69+ $35 - $46 $69+
## [2563] $69+ $46 - $69 $35 - $46 $35 - $46 $46 - $69 $46 - $69
## [2569] $25 - $35 $25 - $35 $9 - $25 $35 - $46 $46 - $69 $9 - $25
## [2575] $9 - $25 $35 - $46 $25 - $35 $46 - $69 $35 - $46 $25 - $35
## [2581] $9 - $25 $9 - $25 $25 - $35 $35 - $46 $25 - $35 $46 - $69
## [2587] $46 - $69 $9 - $25 $9 - $25 $9 - $25 $69+ $25 - $35
## [2593] $9 - $25 $25 - $35 $35 - $46 $9 - $25 $9 - $25 $9 - $25
## [2599] $46 - $69 $69+ $9 - $25 $35 - $46 $9 - $25 $9 - $25
## [2605] $9 - $25 $46 - $69 $35 - $46 $69+ $35 - $46 $35 - $46
## [2611] $35 - $46 $35 - $46 $35 - $46 $46 - $69 $25 - $35 $35 - $46
## [2617] $46 - $69 $69+ $46 - $69 $35 - $46 $25 - $35 $46 - $69
## [2623] $25 - $35 $35 - $46 $46 - $69 $46 - $69 $35 - $46 $9 - $25
## [2629] $35 - $46 $46 - $69 $69+ $35 - $46 $69+ $46 - $69
## [2635] $35 - $46 $69+ $9 - $25 $9 - $25 $35 - $46 $25 - $35
## [2641] $9 - $25 $35 - $46 $35 - $46 $46 - $69 $35 - $46 $46 - $69
## [2647] $69+ $25 - $35 $9 - $25 $25 - $35 $46 - $69 $46 - $69
## [2653] $69+ $35 - $46 $9 - $25 $25 - $35 $46 - $69 $69+
## [2659] $35 - $46 $35 - $46 $46 - $69 $69+ $25 - $35 $46 - $69
## [2665] $46 - $69 $46 - $69 $69+ $35 - $46 $25 - $35 $46 - $69
## [2671] $25 - $35 $69+ $25 - $35 $46 - $69 $46 - $69 $25 - $35
## [2677] $25 - $35 $35 - $46 $25 - $35 $35 - $46 $46 - $69 $9 - $25
## [2683] $46 - $69 $25 - $35 $46 - $69 $35 - $46 $9 - $25 $35 - $46
## [2689] $9 - $25 $46 - $69 $46 - $69 $25 - $35 $9 - $25 $46 - $69
## [2695] $46 - $69 $35 - $46 $25 - $35 $46 - $69 $69+ $35 - $46
## [2701] $35 - $46 $25 - $35 $46 - $69 $25 - $35 $46 - $69 $25 - $35
## [2707] $25 - $35 $46 - $69 $25 - $35 $35 - $46 $69+ $25 - $35
## [2713] $69+ $69+ $35 - $46 $46 - $69 $69+ $9 - $25
## [2719] $69+ $25 - $35 $25 - $35 $25 - $35 $46 - $69 $25 - $35
## [2725] $69+ $69+ $69+ $69+ $35 - $46 $46 - $69
## [2731] $69+ $69+ $35 - $46 $35 - $46 $69+ $25 - $35
## [2737] $9 - $25 $46 - $69 $46 - $69 $46 - $69 $46 - $69 $25 - $35
## [2743] $46 - $69 $25 - $35 $35 - $46 $46 - $69 $9 - $25 $35 - $46
## [2749] $25 - $35 $69+ $69+ $46 - $69 $46 - $69 $35 - $46
## [2755] $9 - $25 $69+ $25 - $35 $35 - $46 $46 - $69 $25 - $35
## [2761] $46 - $69 $69+ $46 - $69 $46 - $69 $35 - $46 $25 - $35
## [2767] $46 - $69 $35 - $46 $35 - $46 $35 - $46 $46 - $69 $46 - $69
## [2773] $35 - $46 $69+ $46 - $69 $25 - $35 $35 - $46 $25 - $35
## [2779] $46 - $69 $46 - $69 $25 - $35 $46 - $69 $25 - $35 $69+
## [2785] $9 - $25 $69+ $46 - $69 $9 - $25 $35 - $46 $69+
## [2791] $46 - $69 $35 - $46 $46 - $69 $69+ $69+ $25 - $35
## [2797] $25 - $35 $9 - $25 $25 - $35 $9 - $25 $9 - $25 $46 - $69
## [2803] $46 - $69 $25 - $35 $25 - $35 $69+ $46 - $69 $25 - $35
## [2809] $25 - $35 $35 - $46 $25 - $35 $46 - $69 $46 - $69 $25 - $35
## [2815] $69+ $25 - $35 $69+ $46 - $69 $9 - $25 $69+
## [2821] $46 - $69 $9 - $25 $25 - $35 $25 - $35 $25 - $35 $69+
## [2827] $9 - $25 $69+ $35 - $46 $69+ $35 - $46 $35 - $46
## [2833] $69+ $25 - $35 $9 - $25 $69+ $25 - $35 $25 - $35
## [2839] $35 - $46 $25 - $35 $69+ $46 - $69 $35 - $46 $69+
## [2845] $69+ $25 - $35 $35 - $46 $9 - $25 $9 - $25 $35 - $46
## [2851] $25 - $35 $35 - $46 $46 - $69 $9 - $25 $69+ $35 - $46
## [2857] $69+ $35 - $46 $25 - $35 $35 - $46 $25 - $35 $46 - $69
## [2863] $46 - $69 $69+ $69+ $35 - $46 $9 - $25 $46 - $69
## [2869] $25 - $35 $46 - $69 $25 - $35 $25 - $35 $46 - $69 $35 - $46
## [2875] $35 - $46 $46 - $69 $35 - $46 $9 - $25 $46 - $69 $35 - $46
## [2881] $9 - $25 $25 - $35 $25 - $35 $69+ $46 - $69 $46 - $69
## [2887] $46 - $69 $9 - $25 $25 - $35 $25 - $35 $69+ $25 - $35
## [2893] $9 - $25 $46 - $69 $25 - $35 $69+ $46 - $69 $35 - $46
## [2899] $35 - $46 $46 - $69 $46 - $69 $35 - $46 $35 - $46 $69+
## [2905] $9 - $25 $9 - $25 $46 - $69 $35 - $46 $69+ $25 - $35
## [2911] $35 - $46 $25 - $35 $69+ $35 - $46 $35 - $46 $35 - $46
## [2917] $69+ $9 - $25 $35 - $46 $25 - $35 $9 - $25 $69+
## [2923] $35 - $46 $69+ $35 - $46 $46 - $69 $25 - $35 $9 - $25
## [2929] $25 - $35 $25 - $35 $35 - $46 $46 - $69 $46 - $69 $69+
## [2935] $9 - $25 $69+ $46 - $69 $69+ $35 - $46 $9 - $25
## [2941] $25 - $35 $35 - $46 $25 - $35 $9 - $25 $46 - $69 $69+
## [2947] $46 - $69 $46 - $69 $25 - $35 $46 - $69 $35 - $46 $69+
## [2953] $69+ $9 - $25 $46 - $69 $9 - $25 $9 - $25 $69+
## [2959] $25 - $35 $35 - $46 $25 - $35 $46 - $69 $46 - $69 $46 - $69
## [2965] $25 - $35 $25 - $35 $9 - $25 $25 - $35 $46 - $69 $25 - $35
## [2971] $9 - $25 $46 - $69 $25 - $35 $9 - $25 $9 - $25 $9 - $25
## [2977] $9 - $25 $35 - $46 $9 - $25 $35 - $46 $25 - $35 $9 - $25
## [2983] $25 - $35 $9 - $25 $9 - $25 $9 - $25 $46 - $69 $35 - $46
## [2989] $46 - $69 $69+ $46 - $69 $69+ $9 - $25 $25 - $35
## [2995] $35 - $46 $9 - $25 $25 - $35 $25 - $35 $46 - $69 $9 - $25
## [3001] $9 - $25 $46 - $69 $9 - $25 $9 - $25 $25 - $35 $25 - $35
## [3007] $9 - $25 $69+ $25 - $35 $9 - $25 $9 - $25 $35 - $46
## [3013] $25 - $35 $9 - $25 $9 - $25 $9 - $25 $25 - $35 $25 - $35
## [3019] $9 - $25 $25 - $35 $69+ $46 - $69 $69+ $46 - $69
## [3025] $9 - $25 $35 - $46 $25 - $35 $25 - $35 $25 - $35 $9 - $25
## [3031] $25 - $35 $69+ $69+ $25 - $35 $35 - $46 $9 - $25
## [3037] $69+ $25 - $35 $9 - $25 $69+ $9 - $25 $9 - $25
## [3043] $25 - $35 $25 - $35 $35 - $46 $25 - $35 $46 - $69 $9 - $25
## [3049] $9 - $25 $25 - $35 $46 - $69 $9 - $25 $69+ $9 - $25
## [3055] $25 - $35 $9 - $25 $9 - $25 $46 - $69 $25 - $35 $69+
## [3061] $25 - $35 $9 - $25 $25 - $35 $9 - $25 $35 - $46 $69+
## [3067] $46 - $69 $46 - $69 $69+ $35 - $46 $9 - $25 $9 - $25
## [3073] $46 - $69 $46 - $69 $46 - $69 $25 - $35 $35 - $46 $69+
## [3079] $25 - $35 $25 - $35 $69+ $69+ $35 - $46 $9 - $25
## [3085] $46 - $69 $46 - $69 $46 - $69 $25 - $35 $69+ $35 - $46
## [3091] $69+ $69+ $46 - $69 $69+ $35 - $46 $46 - $69
## [3097] $69+ $25 - $35 $9 - $25 $46 - $69 $69+ $46 - $69
## [3103] $35 - $46 $35 - $46 $69+ $46 - $69 $46 - $69 $69+
## [3109] $46 - $69 $25 - $35 $69+ $46 - $69 $46 - $69 $35 - $46
## [3115] $69+ $25 - $35 $69+ $25 - $35 $25 - $35 $35 - $46
## [3121] $35 - $46 $9 - $25 $35 - $46 $25 - $35 $25 - $35 $9 - $25
## [3127] $69+ $35 - $46 $35 - $46 $9 - $25 $35 - $46 $46 - $69
## [3133] $46 - $69 $25 - $35 $25 - $35 $46 - $69 $35 - $46 $69+
## [3139] $69+ $69+ $69+ $35 - $46 $25 - $35 $35 - $46
## [3145] $69+ $69+ $9 - $25 $46 - $69 $69+ $69+
## [3151] $46 - $69 $35 - $46 $46 - $69 $69+ $69+ $9 - $25
## [3157] $46 - $69 $69+ $69+ $25 - $35 $46 - $69 $69+
## [3163] $46 - $69 $69+ $46 - $69 $46 - $69 $9 - $25 $25 - $35
## [3169] $9 - $25 $35 - $46 $46 - $69 $46 - $69 $46 - $69 $46 - $69
## [3175] $46 - $69 $46 - $69 $46 - $69 $46 - $69 $46 - $69 $46 - $69
## [3181] $9 - $25 $25 - $35 $69+ $25 - $35 $46 - $69 $9 - $25
## [3187] $46 - $69 $46 - $69 $35 - $46 $25 - $35 $69+ $69+
## [3193] $25 - $35 $25 - $35 $25 - $35 $46 - $69 $69+ $46 - $69
## [3199] $35 - $46 $69+ $9 - $25 $35 - $46 $9 - $25 $25 - $35
## [3205] $35 - $46 $35 - $46 $35 - $46 $9 - $25 $9 - $25 $25 - $35
## [3211] $25 - $35 $25 - $35 $46 - $69 $25 - $35 $69+ $25 - $35
## [3217] $46 - $69 $9 - $25 $69+ $35 - $46 $25 - $35 $35 - $46
## [3223] $9 - $25 $9 - $25 $46 - $69 $35 - $46 $25 - $35 $25 - $35
## [3229] $9 - $25 $9 - $25 $25 - $35 $35 - $46 $46 - $69 $25 - $35
## [3235] $25 - $35 $9 - $25 $9 - $25 $25 - $35 $35 - $46 $46 - $69
## [3241] $25 - $35 $35 - $46 $25 - $35 $35 - $46 $46 - $69 $35 - $46
## [3247] $25 - $35 $9 - $25 $69+ $25 - $35 $35 - $46 $25 - $35
## [3253] $25 - $35 $9 - $25 $46 - $69 $25 - $35 $25 - $35 $46 - $69
## [3259] $25 - $35 $9 - $25 $25 - $35 $35 - $46 $9 - $25 $25 - $35
## [3265] $9 - $25 $9 - $25 $69+ $25 - $35 $25 - $35 $46 - $69
## [3271] $9 - $25 $69+ $25 - $35 $46 - $69 $46 - $69 $9 - $25
## [3277] $9 - $25 $9 - $25 $35 - $46 $35 - $46 $46 - $69 $9 - $25
## [3283] $9 - $25 $35 - $46 $35 - $46 $35 - $46 $46 - $69 $35 - $46
## [3289] $9 - $25 $9 - $25 $9 - $25 $46 - $69 $9 - $25 $25 - $35
## [3295] $25 - $35 $35 - $46 $35 - $46 $25 - $35 $9 - $25 $25 - $35
## [3301] $9 - $25 $25 - $35 $9 - $25 $35 - $46 $46 - $69 $9 - $25
## [3307] $25 - $35 $25 - $35 $9 - $25 $35 - $46 $46 - $69 $25 - $35
## [3313] $9 - $25 $9 - $25 $35 - $46 $25 - $35 $46 - $69 $69+
## [3319] $46 - $69 $69+ $35 - $46 $9 - $25 $25 - $35 $69+
## [3325] $9 - $25 $9 - $25 $9 - $25 $35 - $46 $9 - $25 $9 - $25
## [3331] $9 - $25 $69+ $35 - $46 $9 - $25 $9 - $25 $9 - $25
## [3337] $35 - $46 $25 - $35 $35 - $46 $46 - $69 $9 - $25 $46 - $69
## [3343] $25 - $35 $35 - $46 $25 - $35 $9 - $25 $25 - $35 $69+
## [3349] $25 - $35 $35 - $46 $35 - $46 $35 - $46 $46 - $69 $25 - $35
## [3355] $35 - $46 $25 - $35 $69+ $25 - $35 $69+ $9 - $25
## [3361] $9 - $25 $25 - $35 $35 - $46 $35 - $46 $69+ $25 - $35
## [3367] $9 - $25 $69+ $9 - $25 $35 - $46 $25 - $35 $9 - $25
## [3373] $9 - $25 $9 - $25 $46 - $69 $46 - $69 $25 - $35 $25 - $35
## [3379] $69+ $69+ $9 - $25 $25 - $35 $25 - $35 $9 - $25
## [3385] $69+ $9 - $25 $25 - $35 $25 - $35 $46 - $69 $9 - $25
## [3391] $69+ $46 - $69 $69+ $46 - $69 $25 - $35 $25 - $35
## [3397] $46 - $69 $9 - $25 $25 - $35 $25 - $35 $35 - $46 $9 - $25
## [3403] $25 - $35 $46 - $69 $35 - $46 $9 - $25 $35 - $46 $9 - $25
## [3409] $9 - $25 $35 - $46 $69+ $9 - $25 $25 - $35 $25 - $35
## [3415] $46 - $69 $9 - $25 $69+ $35 - $46 $25 - $35 $25 - $35
## [3421] $9 - $25 $46 - $69 $9 - $25 $35 - $46 $9 - $25 $9 - $25
## [3427] $25 - $35 $46 - $69 $69+ $46 - $69 $46 - $69 $25 - $35
## [3433] $25 - $35 $25 - $35 $9 - $25 $69+ $35 - $46 $46 - $69
## [3439] $46 - $69 $69+ $46 - $69 $46 - $69 $35 - $46 $25 - $35
## [3445] $9 - $25 $69+ $25 - $35 $9 - $25 $25 - $35 $9 - $25
## [3451] $46 - $69 $9 - $25 $9 - $25 $69+ $46 - $69 $35 - $46
## [3457] $69+ $9 - $25 $25 - $35 $69+ $25 - $35 $46 - $69
## [3463] $35 - $46 $25 - $35 $25 - $35 $46 - $69 $25 - $35 $46 - $69
## [3469] $46 - $69 $35 - $46 $69+ $35 - $46 $35 - $46 $35 - $46
## [3475] $9 - $25 $46 - $69 $46 - $69 $35 - $46 $9 - $25 $25 - $35
## [3481] $35 - $46 $25 - $35 $35 - $46 $25 - $35 $9 - $25 $69+
## [3487] $25 - $35 $9 - $25 $25 - $35 $46 - $69 $9 - $25 $46 - $69
## [3493] $9 - $25 $46 - $69 $35 - $46 $25 - $35 $69+ $9 - $25
## [3499] $46 - $69 $46 - $69 $25 - $35 $35 - $46 $25 - $35 $9 - $25
## [3505] $46 - $69 $25 - $35 $25 - $35 $69+ $46 - $69 $35 - $46
## [3511] $9 - $25 $25 - $35 $25 - $35 $35 - $46 $9 - $25 $35 - $46
## [3517] $35 - $46 $9 - $25 $25 - $35 $35 - $46 $46 - $69 $25 - $35
## [3523] $9 - $25 $25 - $35 $35 - $46 $35 - $46 $69+ $69+
## [3529] $25 - $35 $25 - $35 $35 - $46 $9 - $25 $35 - $46 $9 - $25
## [3535] $9 - $25 $9 - $25 $9 - $25 $35 - $46 $25 - $35 $46 - $69
## [3541] $69+ $25 - $35 $9 - $25 $35 - $46 $9 - $25 $9 - $25
## [3547] $9 - $25 $35 - $46 $46 - $69 $35 - $46 $46 - $69 $35 - $46
## [3553] $9 - $25 $25 - $35 $35 - $46 $35 - $46 $9 - $25 $35 - $46
## [3559] $9 - $25 $9 - $25 $9 - $25 $25 - $35 $25 - $35 $25 - $35
## [3565] $9 - $25 $46 - $69 $46 - $69 $9 - $25 $25 - $35 $9 - $25
## [3571] $9 - $25 $9 - $25 $46 - $69 $9 - $25 $25 - $35 $25 - $35
## [3577] $9 - $25 $9 - $25 $25 - $35 $25 - $35 $9 - $25 $9 - $25
## [3583] $25 - $35 $46 - $69 $25 - $35 $25 - $35 $9 - $25 $25 - $35
## [3589] $9 - $25 $9 - $25 $9 - $25 $35 - $46 $9 - $25 $25 - $35
## [3595] $35 - $46 $9 - $25 $46 - $69 $69+ $46 - $69 $25 - $35
## [3601] $46 - $69 $46 - $69 $25 - $35 $35 - $46 $25 - $35 $9 - $25
## [3607] $69+ $25 - $35 $35 - $46 $69+ $46 - $69 $35 - $46
## [3613] $9 - $25 $25 - $35 $35 - $46 $46 - $69 $9 - $25 $35 - $46
## [3619] $9 - $25 $25 - $35 $46 - $69 $35 - $46 $25 - $35 $25 - $35
## [3625] $25 - $35 $35 - $46 $69+ $9 - $25 $35 - $46 $9 - $25
## [3631] $9 - $25 $25 - $35 $25 - $35 $9 - $25 $9 - $25 $9 - $25
## [3637] $35 - $46 $25 - $35 $35 - $46 $9 - $25 $46 - $69 $9 - $25
## [3643] $9 - $25 $25 - $35 $69+ $9 - $25 $69+ $35 - $46
## [3649] $9 - $25 $46 - $69 $35 - $46 $35 - $46 $25 - $35 $9 - $25
## [3655] $69+ $9 - $25 $69+ $46 - $69 $9 - $25 $25 - $35
## [3661] $69+ $9 - $25 $25 - $35 $9 - $25 $25 - $35 $9 - $25
## [3667] $69+ $25 - $35 $25 - $35 $69+ $35 - $46 $69+
## [3673] $25 - $35 $9 - $25 $9 - $25 $69+ $9 - $25 $35 - $46
## [3679] $35 - $46 $25 - $35 $9 - $25 $9 - $25 $9 - $25 $9 - $25
## [3685] $9 - $25 $9 - $25 $25 - $35 $25 - $35 $69+ $46 - $69
## [3691] $35 - $46 $69+ $69+ $35 - $46 $25 - $35 $25 - $35
## [3697] $35 - $46 $46 - $69 $9 - $25 $69+ $25 - $35 $46 - $69
## [3703] $46 - $69 $46 - $69 $35 - $46 $46 - $69 $69+ $25 - $35
## [3709] $25 - $35 $46 - $69 $46 - $69 $25 - $35 $69+ $46 - $69
## [3715] $46 - $69 $69+ $25 - $35 $25 - $35 $25 - $35 $25 - $35
## [3721] $9 - $25 $69+ $46 - $69 $35 - $46 $25 - $35 $9 - $25
## [3727] $35 - $46 $25 - $35 $25 - $35 $9 - $25 $25 - $35 $46 - $69
## [3733] $35 - $46 $46 - $69 $46 - $69 $25 - $35 $69+ $25 - $35
## [3739] $69+ $35 - $46 $25 - $35 $9 - $25 $35 - $46 $46 - $69
## [3745] $69+ $46 - $69 $35 - $46 $9 - $25 $35 - $46 $25 - $35
## [3751] $35 - $46 $46 - $69 $69+ $46 - $69 $35 - $46 $69+
## [3757] $9 - $25 $46 - $69 $25 - $35 $25 - $35 $9 - $25 $25 - $35
## [3763] <NA> $9 - $25 $69+ $9 - $25 $9 - $25 $9 - $25
## [3769] $69+ $25 - $35 $46 - $69 $9 - $25 $25 - $35 $35 - $46
## [3775] $46 - $69 $46 - $69 $46 - $69 $35 - $46 $35 - $46 $25 - $35
## [3781] $9 - $25 $9 - $25 $35 - $46 $46 - $69 $25 - $35 $9 - $25
## [3787] $46 - $69 $69+ $69+ $9 - $25 $9 - $25 $9 - $25
## [3793] $46 - $69 $35 - $46 $35 - $46 $25 - $35 $35 - $46 $25 - $35
## [3799] $35 - $46 $9 - $25 $35 - $46 $25 - $35 $9 - $25 $25 - $35
## [3805] $69+ $9 - $25 $69+ $35 - $46 $46 - $69 $25 - $35
## [3811] $25 - $35 $35 - $46 $46 - $69 $46 - $69 $69+ $35 - $46
## [3817] $25 - $35 $35 - $46 $25 - $35 $25 - $35 <NA> $9 - $25
## [3823] $35 - $46 $25 - $35 $25 - $35 $69+ $46 - $69 $46 - $69
## [3829] $25 - $35 $9 - $25 $9 - $25 $35 - $46 $35 - $46 $46 - $69
## [3835] $25 - $35 $69+ $25 - $35 $9 - $25 $25 - $35 $46 - $69
## [3841] $25 - $35 $35 - $46 $25 - $35 $69+ $25 - $35 $46 - $69
## [3847] $25 - $35 $9 - $25 $9 - $25 $46 - $69 $69+ $9 - $25
## [3853] $9 - $25 $25 - $35 $46 - $69 $46 - $69 $9 - $25 $9 - $25
## [3859] $9 - $25 $25 - $35 $9 - $25 $25 - $35 $25 - $35 $9 - $25
## [3865] $35 - $46 $25 - $35 $25 - $35 $35 - $46 $35 - $46 $35 - $46
## [3871] $46 - $69 $25 - $35 $9 - $25 $9 - $25 $35 - $46 $25 - $35
## [3877] $35 - $46 $35 - $46 $9 - $25 $25 - $35 $69+ $35 - $46
## [3883] $46 - $69 $9 - $25 $35 - $46 $69+ $46 - $69 $69+
## [3889] $35 - $46 $9 - $25 $9 - $25 $35 - $46 $46 - $69 $35 - $46
## [3895] $25 - $35 $35 - $46 $25 - $35 $35 - $46 $25 - $35 $9 - $25
## [3901] $46 - $69 $35 - $46 $35 - $46 $35 - $46 $9 - $25 $35 - $46
## [3907] $35 - $46 $46 - $69 $35 - $46 $35 - $46 $25 - $35 $35 - $46
## [3913] $46 - $69 $25 - $35 $69+ $35 - $46 $25 - $35 $46 - $69
## [3919] $46 - $69 $35 - $46 $9 - $25 $35 - $46 $35 - $46 $46 - $69
## [3925] $25 - $35 $9 - $25 $9 - $25 $46 - $69 $25 - $35 $69+
## [3931] $69+ $25 - $35 $9 - $25 $46 - $69 $25 - $35 $46 - $69
## [3937] $25 - $35 $35 - $46 $46 - $69 $9 - $25 $9 - $25 $46 - $69
## [3943] $9 - $25 $25 - $35 $25 - $35 $46 - $69 $46 - $69 $25 - $35
## [3949] $35 - $46 $46 - $69 $9 - $25 $35 - $46 $35 - $46 $69+
## [3955] $9 - $25 $35 - $46 $9 - $25 $9 - $25 $46 - $69 $25 - $35
## [3961] $35 - $46 $69+ $25 - $35 $69+ $35 - $46 $69+
## [3967] $46 - $69 $25 - $35 $25 - $35 $69+ $25 - $35 $46 - $69
## [3973] $35 - $46 $46 - $69 $25 - $35 $69+ $35 - $46 $9 - $25
## [3979] $25 - $35 $46 - $69 $9 - $25 $25 - $35 $25 - $35 $35 - $46
## [3985] $46 - $69 $9 - $25 $69+ $25 - $35 $9 - $25 $25 - $35
## [3991] $69+ $46 - $69 $69+ $35 - $46 $9 - $25 $9 - $25
## [3997] $35 - $46 $69+ $35 - $46 $25 - $35 $35 - $46 $69+
## [4003] $69+ $9 - $25 $35 - $46 $9 - $25 $9 - $25 $9 - $25
## [4009] $9 - $25 $69+ $35 - $46 $46 - $69 $25 - $35 $46 - $69
## [4015] $9 - $25 $25 - $35 $25 - $35 $35 - $46 $25 - $35 $25 - $35
## [4021] $9 - $25 $25 - $35 $9 - $25 $35 - $46 $25 - $35 $46 - $69
## [4027] $35 - $46 $9 - $25 $25 - $35 $9 - $25 $69+ $9 - $25
## [4033] $25 - $35 $9 - $25 $9 - $25 $9 - $25 $69+ $35 - $46
## [4039] $25 - $35 $9 - $25 $25 - $35 $9 - $25 $9 - $25 $25 - $35
## [4045] $25 - $35 $46 - $69 $9 - $25 $9 - $25 $69+ $25 - $35
## [4051] $35 - $46 $35 - $46 $25 - $35 $35 - $46 $69+ $35 - $46
## [4057] $35 - $46 $25 - $35 $9 - $25 $9 - $25 $69+ $46 - $69
## [4063] $9 - $25 $46 - $69 $35 - $46 $69+ $35 - $46 $35 - $46
## [4069] $9 - $25 $35 - $46 $46 - $69 $35 - $46 $9 - $25 $25 - $35
## [4075] $69+ $69+ $46 - $69 $46 - $69 $9 - $25 $35 - $46
## [4081] $46 - $69 $35 - $46 $35 - $46 $35 - $46 $9 - $25 $25 - $35
## [4087] $25 - $35 $46 - $69 $35 - $46 $35 - $46 $35 - $46 $25 - $35
## [4093] $35 - $46 $25 - $35 $35 - $46 $46 - $69 $35 - $46 $25 - $35
## [4099] $25 - $35 $35 - $46 $35 - $46 $46 - $69 $9 - $25 $46 - $69
## [4105] $25 - $35 $9 - $25 $69+ $46 - $69 $35 - $46 $25 - $35
## [4111] $35 - $46 $9 - $25 $46 - $69 $9 - $25 $46 - $69 $25 - $35
## [4117] $25 - $35 $9 - $25 $9 - $25 $69+ $46 - $69 $46 - $69
## [4123] $69+ $25 - $35 $35 - $46 $46 - $69 $35 - $46 $46 - $69
## [4129] $35 - $46 $69+ $69+ $25 - $35 $46 - $69 $25 - $35
## [4135] $69+ $35 - $46 $9 - $25 $46 - $69 $25 - $35 $25 - $35
## [4141] $46 - $69 $35 - $46 $9 - $25 $35 - $46 $9 - $25 $35 - $46
## [4147] $9 - $25 $25 - $35 $25 - $35 $35 - $46 $35 - $46 $46 - $69
## [4153] $46 - $69 $9 - $25 $25 - $35 $9 - $25 $25 - $35 $25 - $35
## [4159] $25 - $35 $35 - $46 $69+ $9 - $25 $69+ $25 - $35
## [4165] $69+ $9 - $25 $35 - $46 $46 - $69 $69+ $9 - $25
## [4171] $46 - $69 $69+ $35 - $46 $9 - $25 $46 - $69 $25 - $35
## [4177] $69+ $25 - $35 $9 - $25 $25 - $35 $46 - $69 $25 - $35
## [4183] $25 - $35 $35 - $46 $25 - $35 $25 - $35 $35 - $46 $9 - $25
## [4189] $46 - $69 $25 - $35 $25 - $35 $25 - $35 $25 - $35 $46 - $69
## [4195] $25 - $35 $35 - $46 $25 - $35 $25 - $35 $35 - $46 $35 - $46
## [4201] $25 - $35 $9 - $25 $25 - $35 $9 - $25 $46 - $69 $9 - $25
## [4207] $46 - $69 $25 - $35 $25 - $35 $46 - $69 $25 - $35 $9 - $25
## [4213] $25 - $35 $46 - $69 $9 - $25 $9 - $25 $35 - $46 $46 - $69
## [4219] $69+ $35 - $46 $25 - $35 $25 - $35 $35 - $46 $25 - $35
## [4225] $35 - $46 $69+ $35 - $46 $69+ $46 - $69 $35 - $46
## [4231] $25 - $35 $35 - $46 $35 - $46 $9 - $25 $25 - $35 $35 - $46
## [4237] $69+ $9 - $25 $35 - $46 $25 - $35 $46 - $69 $25 - $35
## [4243] $25 - $35 $25 - $35 $9 - $25 $9 - $25 $46 - $69 $35 - $46
## [4249] $9 - $25 $46 - $69 $9 - $25 $35 - $46 $46 - $69 $69+
## [4255] $46 - $69 $25 - $35 $9 - $25 $25 - $35 $25 - $35 $25 - $35
## [4261] $46 - $69 $25 - $35 $25 - $35 $35 - $46 $35 - $46 $46 - $69
## [4267] $69+ $35 - $46 $69+ $46 - $69 $25 - $35 $46 - $69
## [4273] $9 - $25 $9 - $25 $9 - $25 $25 - $35 $69+ $69+
## [4279] $46 - $69 $9 - $25 $25 - $35 $69+ $46 - $69 $25 - $35
## [4285] $46 - $69 $35 - $46 $35 - $46 $46 - $69 $25 - $35 $46 - $69
## [4291] $25 - $35 $25 - $35 $9 - $25 $25 - $35 $69+ $35 - $46
## [4297] $25 - $35 $35 - $46 $9 - $25 $25 - $35 $25 - $35 $35 - $46
## [4303] $69+ $25 - $35 $35 - $46 $35 - $46 $46 - $69 $35 - $46
## [4309] $35 - $46 $9 - $25 $25 - $35 $69+ $69+ $69+
## [4315] $25 - $35 $35 - $46 $25 - $35 $69+ $25 - $35 $69+
## [4321] $9 - $25 $35 - $46 $35 - $46 $46 - $69 $9 - $25 $35 - $46
## [4327] $9 - $25 $9 - $25 $9 - $25 $25 - $35 $35 - $46 $35 - $46
## [4333] $9 - $25 $35 - $46 $69+ $35 - $46 $35 - $46 $25 - $35
## [4339] $35 - $46 $35 - $46 $35 - $46 $25 - $35 $25 - $35 $9 - $25
## [4345] $25 - $35 $46 - $69 $46 - $69 $9 - $25 $25 - $35 $25 - $35
## [4351] $35 - $46 $35 - $46 $35 - $46 $25 - $35 $9 - $25 $9 - $25
## [4357] $9 - $25 $9 - $25 $25 - $35 $9 - $25 $25 - $35 $69+
## [4363] $25 - $35 $9 - $25 $35 - $46 $9 - $25 $25 - $35 $9 - $25
## [4369] $9 - $25 $46 - $69 $25 - $35 $35 - $46 $25 - $35 $9 - $25
## [4375] $35 - $46 $9 - $25 $35 - $46 $25 - $35 $9 - $25 $9 - $25
## [4381] $69+ $35 - $46 $9 - $25 $9 - $25 $9 - $25 $9 - $25
## [4387] $25 - $35 $9 - $25 $9 - $25 $25 - $35 $9 - $25 $9 - $25
## [4393] $25 - $35 $46 - $69 $9 - $25 $25 - $35 $25 - $35 $9 - $25
## [4399] $25 - $35 $25 - $35 $25 - $35 $25 - $35 $25 - $35 $25 - $35
## [4405] $46 - $69 $9 - $25 $35 - $46 $9 - $25 $9 - $25 $35 - $46
## [4411] $9 - $25 $25 - $35 $9 - $25 $46 - $69 $46 - $69 $9 - $25
## [4417] $25 - $35 $35 - $46 $35 - $46 $35 - $46 $46 - $69 $46 - $69
## [4423] $46 - $69 $9 - $25 $9 - $25 $46 - $69 $46 - $69 $46 - $69
## [4429] $35 - $46 $46 - $69 $25 - $35 $25 - $35 $9 - $25 $46 - $69
## [4435] $25 - $35 $25 - $35 $69+ $9 - $25 $9 - $25 $9 - $25
## [4441] $69+ $25 - $35 $25 - $35 $9 - $25 $35 - $46 $46 - $69
## [4447] $25 - $35 $9 - $25 $25 - $35 $35 - $46 $25 - $35 $25 - $35
## [4453] $35 - $46 $35 - $46 $9 - $25 $69+ $9 - $25 $46 - $69
## [4459] $25 - $35 $46 - $69 $46 - $69 $46 - $69 $46 - $69 $9 - $25
## [4465] $9 - $25 $25 - $35 $69+ $9 - $25 $46 - $69 $69+
## [4471] $69+ $69+ $46 - $69 $9 - $25 $35 - $46 $35 - $46
## [4477] $35 - $46 $9 - $25 $35 - $46 $25 - $35 $25 - $35 $35 - $46
## [4483] $9 - $25 $9 - $25 $9 - $25 $46 - $69 $35 - $46 $25 - $35
## [4489] $9 - $25 $46 - $69 $35 - $46 $9 - $25 $25 - $35 $35 - $46
## [4495] $35 - $46 $9 - $25 $35 - $46 $25 - $35 $25 - $35 $35 - $46
## [4501] $25 - $35 $25 - $35 $25 - $35 $25 - $35 $35 - $46 $25 - $35
## [4507] $69+ $46 - $69 $25 - $35 $25 - $35 $35 - $46 $69+
## [4513] $25 - $35 $9 - $25 $25 - $35 $9 - $25 $25 - $35 $46 - $69
## [4519] $9 - $25 $25 - $35 $25 - $35 $25 - $35 $35 - $46 $69+
## [4525] $9 - $25 $25 - $35 $25 - $35 $69+ $69+ $46 - $69
## [4531] $9 - $25 $46 - $69 $35 - $46 $46 - $69 $35 - $46 $46 - $69
## [4537] $35 - $46 $69+ $46 - $69 $35 - $46 $46 - $69 $35 - $46
## [4543] $46 - $69 $35 - $46 $35 - $46 $25 - $35 $9 - $25 $35 - $46
## [4549] $35 - $46 $25 - $35 $25 - $35 $46 - $69 $25 - $35 $35 - $46
## [4555] $25 - $35 $69+ $25 - $35 $35 - $46 $25 - $35 $9 - $25
## [4561] $35 - $46 $9 - $25 $9 - $25 $25 - $35 $35 - $46 $9 - $25
## [4567] $69+ $25 - $35 $25 - $35 $25 - $35 $9 - $25 $9 - $25
## [4573] $25 - $35 $9 - $25 $35 - $46 $25 - $35 $46 - $69 $25 - $35
## [4579] $25 - $35 $25 - $35 $9 - $25 $69+ $46 - $69 $46 - $69
## [4585] $35 - $46 $25 - $35 $69+ $46 - $69 $25 - $35 $25 - $35
## [4591] $35 - $46 $9 - $25 $25 - $35 $9 - $25 $46 - $69 $69+
## [4597] $35 - $46 $9 - $25 $25 - $35 $46 - $69 $25 - $35 $35 - $46
## [4603] $46 - $69 $9 - $25 $9 - $25 $25 - $35 $35 - $46 $46 - $69
## [4609] $9 - $25 $46 - $69 $25 - $35 $25 - $35 $9 - $25 $9 - $25
## [4615] $9 - $25 $9 - $25 $46 - $69 $9 - $25 $69+ $9 - $25
## [4621] $25 - $35 $46 - $69 $25 - $35 $25 - $35 $46 - $69 $35 - $46
## [4627] $69+ $9 - $25 $9 - $25 $46 - $69 $9 - $25 $9 - $25
## [4633] $46 - $69 $25 - $35 $9 - $25 $9 - $25 $25 - $35 $46 - $69
## [4639] $25 - $35 $9 - $25 $35 - $46 $9 - $25 $9 - $25 $9 - $25
## [4645] $9 - $25 $9 - $25 $46 - $69 $9 - $25 $35 - $46 $9 - $25
## [4651] $46 - $69 $9 - $25 $9 - $25 $25 - $35 $25 - $35 $35 - $46
## [4657] $9 - $25 $35 - $46 $69+ $9 - $25 $9 - $25 $46 - $69
## [4663] $46 - $69 $69+ $25 - $35 $9 - $25 $9 - $25 $9 - $25
## [4669] $9 - $25 $25 - $35 $69+ $9 - $25 $9 - $25 $9 - $25
## [4675] $46 - $69 $9 - $25 $46 - $69 $46 - $69 $69+ $46 - $69
## [4681] $25 - $35 $9 - $25 $35 - $46 $69+ $69+ $35 - $46
## [4687] $25 - $35 $25 - $35 $35 - $46 $46 - $69 $35 - $46 $35 - $46
## [4693] $35 - $46 $46 - $69 $46 - $69 $35 - $46 $9 - $25 $46 - $69
## [4699] $25 - $35 $25 - $35 $35 - $46 $35 - $46 $69+ $9 - $25
## [4705] $25 - $35 $9 - $25 $46 - $69 $9 - $25 $35 - $46 $25 - $35
## [4711] $35 - $46 $9 - $25 $25 - $35 $46 - $69 $35 - $46 $9 - $25
## [4717] $9 - $25 $25 - $35 $35 - $46 $25 - $35 $9 - $25 $25 - $35
## [4723] $69+ $69+ $9 - $25 $9 - $25 $35 - $46 $9 - $25
## [4729] $9 - $25 $9 - $25 $9 - $25 $25 - $35 $46 - $69 $9 - $25
## [4735] $35 - $46 $9 - $25 $9 - $25 $35 - $46 $25 - $35 $35 - $46
## [4741] $35 - $46 $9 - $25 $9 - $25 $25 - $35 $9 - $25 $9 - $25
## [4747] $35 - $46 $35 - $46 $9 - $25 $35 - $46 $25 - $35 $35 - $46
## [4753] $69+ $35 - $46 $9 - $25 $35 - $46 $35 - $46 $35 - $46
## [4759] $35 - $46 $9 - $25 $69+ $69+ $9 - $25 $25 - $35
## [4765] $9 - $25 $9 - $25 $9 - $25 $46 - $69 $9 - $25 $25 - $35
## [4771] $9 - $25 $25 - $35 $25 - $35 $25 - $35 $35 - $46 $69+
## [4777] $9 - $25 $9 - $25 $35 - $46 $25 - $35 $46 - $69 $25 - $35
## [4783] $25 - $35 $9 - $25 $9 - $25 $46 - $69 $35 - $46 $25 - $35
## [4789] $25 - $35 $9 - $25 $35 - $46 $25 - $35 $25 - $35 $9 - $25
## [4795] $25 - $35 $35 - $46 $35 - $46 $9 - $25 $9 - $25 $35 - $46
## [4801] $35 - $46 $9 - $25 $35 - $46 $9 - $25 $35 - $46 $9 - $25
## [4807] $25 - $35 $25 - $35 $9 - $25 $9 - $25 $9 - $25 $9 - $25
## [4813] $35 - $46 $25 - $35 $46 - $69 $9 - $25 $35 - $46 $9 - $25
## [4819] $9 - $25 $35 - $46 $9 - $25 $25 - $35 $69+ $46 - $69
## [4825] $9 - $25 $25 - $35 $46 - $69 $9 - $25 $25 - $35 $9 - $25
## [4831] $46 - $69 $35 - $46 $46 - $69 $25 - $35 $9 - $25 $25 - $35
## [4837] $9 - $25 $35 - $46 $46 - $69 $25 - $35 $9 - $25 $9 - $25
## [4843] $35 - $46 $35 - $46 $9 - $25 $9 - $25 $35 - $46 $9 - $25
## [4849] $35 - $46 $9 - $25 $35 - $46 $9 - $25 $9 - $25 $35 - $46
## [4855] $69+ $35 - $46 $9 - $25 $9 - $25 $9 - $25 $9 - $25
## [4861] $46 - $69 $25 - $35 $46 - $69 $9 - $25 $25 - $35 $9 - $25
## [4867] $25 - $35 $9 - $25 $25 - $35 $9 - $25 $25 - $35 $35 - $46
## [4873] $25 - $35 $9 - $25 $69+ $9 - $25 $35 - $46 $25 - $35
## [4879] $9 - $25 $69+ $9 - $25 $35 - $46 $35 - $46 $9 - $25
## [4885] $9 - $25 $9 - $25 $25 - $35 $69+ $25 - $35 $9 - $25
## [4891] $25 - $35 $9 - $25 $9 - $25 $9 - $25 $46 - $69 $69+
## [4897] $9 - $25 $25 - $35 $35 - $46 $46 - $69 $46 - $69 $46 - $69
## [4903] $69+ $35 - $46 $35 - $46 $9 - $25 $9 - $25 $9 - $25
## [4909] $25 - $35 $35 - $46 $25 - $35 $9 - $25 $69+ $46 - $69
## [4915] $46 - $69 $25 - $35 $69+ $46 - $69 $69+ $46 - $69
## [4921] $69+ $46 - $69 $46 - $69 $35 - $46 $35 - $46 $9 - $25
## [4927] $25 - $35 $35 - $46 $9 - $25 $9 - $25 $9 - $25 $25 - $35
## [4933] $69+ $9 - $25 $9 - $25 $25 - $35 $69+ $25 - $35
## [4939] $25 - $35 $9 - $25 $25 - $35 $9 - $25 $9 - $25 $9 - $25
## [4945] $35 - $46 $9 - $25 $69+ $9 - $25 $46 - $69 $69+
## [4951] $9 - $25 $25 - $35 $9 - $25 $25 - $35 $69+ $35 - $46
## [4957] $35 - $46 $69+ $46 - $69 $69+ $35 - $46 $25 - $35
## [4963] $69+ $9 - $25 $46 - $69 $46 - $69 $25 - $35 $9 - $25
## [4969] $25 - $35 $69+ $25 - $35 $35 - $46 $35 - $46 $35 - $46
## [4975] $46 - $69 $25 - $35 $46 - $69 $46 - $69 $35 - $46 $35 - $46
## [4981] $69+ $9 - $25 $46 - $69 $69+ $69+ $69+
## [4987] $25 - $35 $35 - $46 $69+ $35 - $46 $25 - $35 $69+
## [4993] $46 - $69 $35 - $46 $35 - $46 $9 - $25 $69+ $46 - $69
## [4999] $9 - $25 $35 - $46 $46 - $69 $35 - $46 $69+ $69+
## [5005] $46 - $69 $25 - $35 $69+ $46 - $69 $69+ $35 - $46
## [5011] $69+ $35 - $46 $35 - $46 $35 - $46 $9 - $25 $46 - $69
## [5017] $9 - $25 $35 - $46 $69+ $69+ $25 - $35 $69+
## [5023] $35 - $46 $46 - $69 $69+ $35 - $46 $35 - $46 $9 - $25
## [5029] $35 - $46 $46 - $69 $9 - $25 $69+ $25 - $35 $69+
## [5035] $9 - $25 $25 - $35 $69+ $46 - $69 $9 - $25 $25 - $35
## [5041] $25 - $35 $69+ $46 - $69 $25 - $35 $35 - $46 $46 - $69
## [5047] $25 - $35 $46 - $69 $46 - $69 $46 - $69 $46 - $69 $46 - $69
## [5053] $46 - $69 $35 - $46 $35 - $46 $9 - $25 $46 - $69 $46 - $69
## [5059] $46 - $69 $69+ $25 - $35 $35 - $46 $25 - $35 $9 - $25
## [5065] $69+ $69+ $35 - $46 $35 - $46 $25 - $35 $9 - $25
## [5071] $46 - $69 $9 - $25 $69+ $9 - $25 $25 - $35 $9 - $25
## [5077] $25 - $35 $69+ $35 - $46 $9 - $25 $35 - $46 $46 - $69
## [5083] $46 - $69 $35 - $46 $35 - $46 $25 - $35 $69+ $25 - $35
## [5089] $69+ $9 - $25 $9 - $25 $9 - $25 $35 - $46 $46 - $69
## [5095] $35 - $46 $35 - $46 $9 - $25 $25 - $35 $9 - $25 $46 - $69
## [5101] $9 - $25 $9 - $25 $35 - $46 $9 - $25 $25 - $35 $9 - $25
## [5107] $69+ $46 - $69 $46 - $69 $69+ $9 - $25 $46 - $69
## [5113] <NA> $9 - $25 $46 - $69 $46 - $69 $9 - $25 $25 - $35
## [5119] $69+ $35 - $46 $9 - $25 $9 - $25 $69+ $9 - $25
## [5125] $69+ $9 - $25 $9 - $25
## Levels: $9 - $25 $25 - $35 $35 - $46 $46 - $69 $69+athens <- get_map(athens_coord, zoom = 13, scale = 1, maptype="terrain")## Map from URL : http://maps.googleapis.com/maps/api/staticmap?center=37.9838,23.7275&zoom=13&size=640x640&scale=1&maptype=terrain&language=en-EN&sensor=falseggmap(athens) +
geom_point(data = athens_airbnb,
aes(longitude, latitude, col = price),
alpha = 0.3) ## Warning: Removed 17 rows containing missing values (geom_point).
http://insideairbnb.com/get-the-data.html
But I only want to stay in a swanky place that has been reviewd so i know its legit
athens_airbnb <- read_csv("input/airbnb_data.csv")## Parsed with column specification:
## cols(
## id = col_integer(),
## name = col_character(),
## host_id = col_integer(),
## host_name = col_character(),
## neighbourhood_group = col_character(),
## neighbourhood = col_character(),
## latitude = col_double(),
## longitude = col_double(),
## room_type = col_character(),
## price = col_integer(),
## minimum_nights = col_integer(),
## number_of_reviews = col_integer(),
## last_review = col_character(),
## reviews_per_month = col_double(),
## calculated_host_listings_count = col_integer(),
## availability_365 = col_integer()
## )athens_zoom <- get_map(athens_coord, zoom = 14, scale = 1, maptype="terrain")## Map from URL : http://maps.googleapis.com/maps/api/staticmap?center=37.9838,23.7275&zoom=14&size=640x640&scale=1&maptype=terrain&language=en-EN&sensor=falseswanky_bnb <- athens_airbnb %>%
filter(price > 150 & number_of_reviews > 5)
swanky_bnb## # A tibble: 57 x 16
## id name host_… host… neig… neighb… lati… long… room… price mini…
## <int> <chr> <int> <chr> <chr> <chr> <dbl> <dbl> <chr> <int> <int>
## 1 4.64e⁶ Athen… 2.40e⁷ Nikos <NA> "\xeb\… 38.0 23.7 Enti… 180 2
## 2 8.13e⁶ Acrop… 1.37e⁷ Kons… <NA> "\xeb\… 38.0 23.7 Enti… 200 1
## 3 1.23e⁷ 5Bedr… 2.35e⁷ Nico… <NA> "\xeb\… 38.0 23.7 Enti… 250 3
## 4 1.09e⁷ Sunny… 2.35e⁷ Nico… <NA> "\xeb\… 38.0 23.7 Enti… 195 3
## 5 1.14e⁶ ACROP… 4.32e⁶ Dimi… <NA> "\xeb\… 38.0 23.7 Enti… 165 3
## 6 1.22e⁷ VILLA… 1.64e⁷ Anna <NA> "\xeb\… 38.0 23.7 Enti… 245 2
## 7 7.00e⁶ VILLA… 3.67e⁷ Dora <NA> "\xeb\… 38.0 23.7 Enti… 250 1
## 8 1.04e⁶ Charm… 5.70e⁶ Clio <NA> "\xeb\… 38.0 23.7 Enti… 250 3
## 9 1.31e⁷ 201-C… 1.88e⁷ Kost… <NA> "\xeb\… 38.0 23.7 Enti… 160 1
## 10 1.31e⁷ 401-L… 1.88e⁷ Kost… <NA> "\xeb\… 38.0 23.7 Enti… 154 1
## # ... with 47 more rows, and 5 more variables: number_of_reviews <int>,
## # last_review <chr>, reviews_per_month <dbl>,
## # calculated_host_listings_count <int>, availability_365 <int>ggmap(athens_zoom) +
geom_point(data = swanky_bnb,
aes(longitude, latitude, size = price),
alpha = 0.8)## Warning: Removed 3 rows containing missing values (geom_point).
in fact, ill make my own souvinere
santorini_coord <- c(lon = 25.4115, lat = 36.4052)
santorini <- get_map(santorini_coord, zoom = 12, scale = 1, maptype="watercolor")## maptype = "watercolor" is only available with source = "stamen".## resetting to source = "stamen"...## Map from URL : http://maps.googleapis.com/maps/api/staticmap?center=36.4052,25.4115&zoom=12&size=640x640&scale=2&maptype=terrain&sensor=false## Map from URL : http://tile.stamen.com/watercolor/12/2335/1601.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2336/1601.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2337/1601.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2338/1601.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2335/1602.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2336/1602.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2337/1602.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2338/1602.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2335/1603.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2336/1603.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2337/1603.jpg## Map from URL : http://tile.stamen.com/watercolor/12/2338/1603.jpgggmap(santorini)
Athens street map artsy
athens_coord <- c(lon = 23.7275, lat = 37.9838)
greece <- get_map(athens_coord, zoom = 12, scale = 1, maptype = "terrain-lines")## maptype = "terrain-lines" is only available with source = "stamen".## resetting to source = "stamen"...## Map from URL : http://maps.googleapis.com/maps/api/staticmap?center=37.9838,23.7275&zoom=12&size=640x640&scale=2&maptype=terrain&sensor=false## Map from URL : http://tile.stamen.com/terrain-lines/12/2316/1578.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2317/1578.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2318/1578.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2319/1578.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2316/1579.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2317/1579.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2318/1579.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2319/1579.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2316/1580.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2317/1580.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2318/1580.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2319/1580.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2316/1581.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2317/1581.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2318/1581.png## Map from URL : http://tile.stamen.com/terrain-lines/12/2319/1581.pngggmap(greece)